Overview

Dataset statistics

Number of variables	31
Number of observations	80829
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	12.1 MiB
Average record size in memory	157.0 B

Variable types

Numeric	18
Boolean	13

Alerts

`Unnamed: 0` is highly overall correlated with `year`	High correlation
`depth` is highly overall correlated with `depthError`	High correlation
`depthError` is highly overall correlated with `depth`	High correlation
`dmin` is highly overall correlated with `horizontalError`	High correlation
`horizontalError` is highly overall correlated with `dmin`	High correlation
`magError` is highly overall correlated with `magNst`	High correlation
`magNst` is highly overall correlated with `magError`	High correlation
`net_ak` is highly overall correlated with `net_us`	High correlation
`net_us` is highly overall correlated with `net_ak`	High correlation
`year` is highly overall correlated with `Unnamed: 0`	High correlation
`net_ak` is highly imbalanced (95.9%)	Imbalance
`net_ci` is highly imbalanced (99.0%)	Imbalance
`net_hv` is highly imbalanced (98.6%)	Imbalance
`net_iscgem` is highly imbalanced (> 99.9%)	Imbalance
`net_nc` is highly imbalanced (99.1%)	Imbalance
`net_nn` is highly imbalanced (99.4%)	Imbalance
`net_ok` is highly imbalanced (> 99.9%)	Imbalance
`net_pr` is highly imbalanced (98.7%)	Imbalance
`net_se` is highly imbalanced (> 99.9%)	Imbalance
`net_tx` is highly imbalanced (99.6%)	Imbalance
`net_us` is highly imbalanced (92.3%)	Imbalance
`net_uu` is highly imbalanced (99.9%)	Imbalance
`net_uw` is highly imbalanced (99.9%)	Imbalance
`Unnamed: 0` is uniformly distributed	Uniform
`Unnamed: 0` has unique values	Unique
`hour` has 3399 (4.2%) zeros	Zeros
`dayofweek` has 11711 (14.5%) zeros	Zeros

Reproduction

Analysis started	2026-01-02 04:36:09.362726
Analysis finished	2026-01-02 04:37:02.744851
Duration	53.38 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

Unnamed: 0
Real number (ℝ)

High correlation Uniform Unique

Distinct	80829
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40414

Minimum	0
Maximum	80828
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	631.6 KiB

Quantile statistics

Minimum	0
5-th percentile	4041.4
Q1	20207
median	40414
Q3	60621
95-th percentile	76786.6
Maximum	80828
Range	80828
Interquartile range (IQR)	40414

Descriptive statistics

Standard deviation	23333.467
Coefficient of variation (CV)	0.57736098
Kurtosis	-1.2
Mean	40414
Median Absolute Deviation (MAD)	20207
Skewness	0
Sum	3.2666232 × 10⁹
Variance	5.4445067 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80828	1	< 0.1%
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
Other values (80819)	80819	> 99.9%

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
80828	1	< 0.1%
80827	1	< 0.1%
80826	1	< 0.1%
80825	1	< 0.1%
80824	1	< 0.1%
80823	1	< 0.1%
80822	1	< 0.1%
80821	1	< 0.1%
80820	1	< 0.1%
80819	1	< 0.1%

latitude
Real number (ℝ)

Distinct	77072
Distinct (%)	95.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.52536255

Minimum	-79.9837
Maximum	87.386
Zeros	0
Zeros (%)	0.0%
Negative	44228
Negative (%)	54.7%
Memory size	631.6 KiB

Quantile statistics

Minimum	-79.9837
5-th percentile	-55.89616
Q1	-21.8109
median	-4.2178
Q3	23.1404
95-th percentile	51.8531
Maximum	87.386
Range	167.3697
Interquartile range (IQR)	44.9513

Descriptive statistics

Standard deviation	30.42698
Coefficient of variation (CV)	-57.916157
Kurtosis	-0.58193398
Mean	-0.52536255
Median Absolute Deviation (MAD)	19.767
Skewness	0.10050377
Sum	-42464.529
Variance	925.8011
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
19.405	9	< 0.1%
18.4335	4	< 0.1%
-6.252	4	< 0.1%
-6.4851	4	< 0.1%
-23.6845	3	< 0.1%
-21.2566	3	< 0.1%
-6.1213	3	< 0.1%
-6.1815	3	< 0.1%
-5.965	3	< 0.1%
-24.1843	3	< 0.1%
Other values (77062)	80790	> 99.9%

Value	Count	Frequency (%)
-79.9837	1	< 0.1%
-73.2204	1	< 0.1%
-71.7339	1	< 0.1%
-69.7739	1	< 0.1%
-65.8853	1	< 0.1%
-65.8497	1	< 0.1%
-65.7721	1	< 0.1%
-65.6638	1	< 0.1%
-65.6088	1	< 0.1%
-65.6071	1	< 0.1%

Value	Count	Frequency (%)
87.386	1	< 0.1%
87.3752	1	< 0.1%
87.0815	1	< 0.1%
86.9229	1	< 0.1%
86.8972	1	< 0.1%
86.8932	1	< 0.1%
86.8752	1	< 0.1%
86.5295	1	< 0.1%
86.3272	1	< 0.1%
86.2658	1	< 0.1%

longitude
Real number (ℝ)

Distinct	77634
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.582477

Minimum	-179.9997
Maximum	179.9993
Zeros	0
Zeros (%)	0.0%
Negative	31151
Negative (%)	38.5%
Memory size	631.6 KiB

Quantile statistics

Minimum	-179.9997
5-th percentile	-177.78102
Q1	-71.5979
median	94.8662
Q3	142.1823
95-th percentile	168.8866
Maximum	179.9993
Range	359.999
Interquartile range (IQR)	213.7802

Descriptive statistics

Standard deviation	122.61314
Coefficient of variation (CV)	3.3516904
Kurtosis	-1.1810853
Mean	36.582477
Median Absolute Deviation (MAD)	66.8995
Skewness	-0.57909466
Sum	2956925.1
Variance	15033.982
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-155.281	9	< 0.1%
126.4248	4	< 0.1%
-178.0296	4	< 0.1%
-177.199	4	< 0.1%
-177.3798	4	< 0.1%
-177.1779	4	< 0.1%
127.1014	4	< 0.1%
-155.2816667	4	< 0.1%
-178.0058	4	< 0.1%
126.7295	4	< 0.1%
Other values (77624)	80784	99.9%

Value	Count	Frequency (%)
-179.9997	1	< 0.1%
-179.9985	2	< 0.1%
-179.9983	1	< 0.1%
-179.9982	1	< 0.1%
-179.9969	1	< 0.1%
-179.9963	1	< 0.1%
-179.9958	1	< 0.1%
-179.9953	1	< 0.1%
-179.9944	2	< 0.1%
-179.9916	1	< 0.1%

Value	Count	Frequency (%)
179.9993	1	< 0.1%
179.9984	1	< 0.1%
179.9981	1	< 0.1%
179.997	1	< 0.1%
179.9962	1	< 0.1%
179.9961	1	< 0.1%
179.9958	1	< 0.1%
179.9952	1	< 0.1%
179.9946	1	< 0.1%
179.9931	2	< 0.1%

depth
Real number (ℝ)

High correlation

Distinct	25778
Distinct (%)	31.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	62.09989

Minimum	-1.01
Maximum	683.36
Zeros	10
Zeros (%)	< 0.1%
Negative	12
Negative (%)	< 0.1%
Memory size	631.6 KiB

Quantile statistics

Minimum	-1.01
5-th percentile	10
Q1	10
median	13.66
Q3	57.292
95-th percentile	256.228
Maximum	683.36
Range	684.37
Interquartile range (IQR)	47.292

Descriptive statistics

Standard deviation	113.44141
Coefficient of variation (CV)	1.826757
Kurtosis	11.576786
Mean	62.09989
Median Absolute Deviation (MAD)	4.29
Skewness	3.3809971
Sum	5019472
Variance	12868.953
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10	36248	44.8%
35	3604	4.5%
8	124	0.2%
9	117	0.1%
5	100	0.1%
11	83	0.1%
20	82	0.1%
13	77	0.1%
12	75	0.1%
19	67	0.1%
Other values (25768)	40252	49.8%

Value	Count	Frequency (%)
-1.01	1	< 0.1%
-0.97	1	< 0.1%
-0.83	1	< 0.1%
-0.57	1	< 0.1%
-0.5	1	< 0.1%
-0.47	1	< 0.1%
-0.36	1	< 0.1%
-0.27	1	< 0.1%
-0.21	1	< 0.1%
-0.12	1	< 0.1%

Value	Count	Frequency (%)
683.36	1	< 0.1%
677.64	1	< 0.1%
673.06	1	< 0.1%
670.81	1	< 0.1%
670.55	1	< 0.1%
669.556	1	< 0.1%
668.23	1	< 0.1%
667.39	1	< 0.1%
666.76	1	< 0.1%
664.74	1	< 0.1%

mag
Real number (ℝ)

Distinct	120
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.804183

Minimum	4.5
Maximum	8.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	631.6 KiB

Quantile statistics

Minimum	4.5
5-th percentile	4.5
Q1	4.5
median	4.7
Q3	4.9
95-th percentile	5.5
Maximum	8.8
Range	4.3
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.37111561
Coefficient of variation (CV)	0.077248433
Kurtosis	8.3070397
Mean	4.804183
Median Absolute Deviation (MAD)	0.2
Skewness	2.3370577
Sum	388317.3
Variance	0.13772679
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.5	20562	25.4%
4.6	16346	20.2%
4.7	10212	12.6%
4.9	7440	9.2%
4.8	7235	9.0%
5	4688	5.8%
5.1	3489	4.3%
5.2	2508	3.1%
5.3	1819	2.3%
5.4	1356	1.7%
Other values (110)	5174	6.4%

Value	Count	Frequency (%)
4.5	20562	25.4%
4.51	3	< 0.1%
4.52	5	< 0.1%
4.53	6	< 0.1%
4.54	8	< 0.1%
4.55	4	< 0.1%
4.56	3	< 0.1%
4.57	6	< 0.1%
4.58	8	< 0.1%
4.59	5	< 0.1%

Value	Count	Frequency (%)
8.8	1	< 0.1%
8.3	1	< 0.1%
8.2	3	< 0.1%
8.1	2	< 0.1%
8	1	< 0.1%
7.9	4	< 0.1%
7.8	9	< 0.1%
7.7	6	< 0.1%
7.6	13	< 0.1%
7.5	14	< 0.1%

nst
Real number (ℝ)

Distinct	352
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.422051

Minimum	0
Maximum	619
Zeros	3
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	631.6 KiB

Quantile statistics

Minimum	0
5-th percentile	26
Q1	56
median	56
Q3	56
95-th percentile	114
Maximum	619
Range	619
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	29.58525
Coefficient of variation (CV)	0.48964326
Kurtosis	25.530804
Mean	60.422051
Median Absolute Deviation (MAD)	0
Skewness	3.9498447
Sum	4883854
Variance	875.28703
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
56	53730	66.5%
34	398	0.5%
27	379	0.5%
31	378	0.5%
24	374	0.5%
28	371	0.5%
39	370	0.5%
38	364	0.5%
29	359	0.4%
23	359	0.4%
Other values (342)	23747	29.4%

Value	Count	Frequency (%)
0	3	< 0.1%
6	4	< 0.1%
7	8	< 0.1%
8	7	< 0.1%
9	16	< 0.1%
10	32	< 0.1%
11	57	0.1%
12	105	0.1%
13	134	0.2%
14	141	0.2%

Value	Count	Frequency (%)
619	1	< 0.1%
566	1	< 0.1%
475	1	< 0.1%
466	1	< 0.1%
452	1	< 0.1%
444	1	< 0.1%
437	1	< 0.1%
423	1	< 0.1%
420	1	< 0.1%
410	1	< 0.1%

gap
Real number (ℝ)

Distinct	348
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	92.43328

Minimum	7
Maximum	348
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	631.6 KiB

Quantile statistics

Minimum	7
5-th percentile	30
Q1	59
median	87
Q3	121
95-th percentile	173
Maximum	348
Range	341
Interquartile range (IQR)	62

Descriptive statistics

Standard deviation	44.154375
Coefficient of variation (CV)	0.47768915
Kurtosis	0.58448851
Mean	92.43328
Median Absolute Deviation (MAD)	31
Skewness	0.70484282
Sum	7471289.6
Variance	1949.6089
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
87	1314	1.6%
69	868	1.1%
76	808	1.0%
70	779	1.0%
68	759	0.9%
75	744	0.9%
64	741	0.9%
67	741	0.9%
65	729	0.9%
72	729	0.9%
Other values (338)	72617	89.8%

Value	Count	Frequency (%)
7	1	< 0.1%
8	5	< 0.1%
9	6	< 0.1%
10	25	< 0.1%
11	34	< 0.1%
12	49	0.1%
13	79	0.1%
13.68206787	1	< 0.1%
14	78	0.1%
15	91	0.1%

Value	Count	Frequency (%)
348	1	< 0.1%
340	1	< 0.1%
334.8	1	< 0.1%
329	1	< 0.1%
323	2	< 0.1%
321	1	< 0.1%
319	1	< 0.1%
317	1	< 0.1%
313	1	< 0.1%
311	1	< 0.1%

dmin
Real number (ℝ)

High correlation

Distinct	15584
Distinct (%)	19.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.3656914

Minimum	0
Maximum	62.626
Zeros	8
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	631.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.447
Q1	1.342
median	2.556
Q3	4.973
95-th percentile	15.875
Maximum	62.626
Range	62.626
Interquartile range (IQR)	3.631

Descriptive statistics

Standard deviation	5.5931143
Coefficient of variation (CV)	1.281152
Kurtosis	14.735414
Mean	4.3656914
Median Absolute Deviation (MAD)	1.497
Skewness	3.3708772
Sum	352874.47
Variance	31.282927
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.556	751	0.9%
1.312	32	< 0.1%
1.119	32	< 0.1%
1.246	31	< 0.1%
1.53	31	< 0.1%
1.449	31	< 0.1%
0.974	30	< 0.1%
0.792	30	< 0.1%
0.769	30	< 0.1%
1.63	30	< 0.1%
Other values (15574)	79801	98.7%

Value	Count	Frequency (%)
0	8	< 0.1%
0.001	1	< 0.1%
0.001376	1	< 0.1%
0.002246	1	< 0.1%
0.002843	1	< 0.1%
0.00309	1	< 0.1%
0.003168	1	< 0.1%
0.003215	1	< 0.1%
0.003845	1	< 0.1%
0.003925	1	< 0.1%

Value	Count	Frequency (%)
62.626	1	< 0.1%
62.558	1	< 0.1%
58.528	1	< 0.1%
58.379	1	< 0.1%
57.285	1	< 0.1%
56.896	1	< 0.1%
56.623	1	< 0.1%
55.898	1	< 0.1%
55.07	1	< 0.1%
54.094	1	< 0.1%

rms
Real number (ℝ)

Distinct	226
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.78416151

Minimum	0
Maximum	2.82
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	631.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.43
Q1	0.62
median	0.76
Q3	0.93
95-th percentile	1.22
Maximum	2.82
Range	2.82
Interquartile range (IQR)	0.31

Descriptive statistics

Standard deviation	0.23905266
Coefficient of variation (CV)	0.3048513
Kurtosis	0.23928976
Mean	0.78416151
Median Absolute Deviation (MAD)	0.16
Skewness	0.39076206
Sum	63382.99
Variance	0.057146173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7	1437	1.8%
0.67	1412	1.7%
0.69	1406	1.7%
0.77	1395	1.7%
0.68	1389	1.7%
0.74	1388	1.7%
0.73	1383	1.7%
0.72	1380	1.7%
0.76	1364	1.7%
0.71	1363	1.7%
Other values (216)	66912	82.8%

Value	Count	Frequency (%)
0	1	< 0.1%
0.06	3	< 0.1%
0.07	4	< 0.1%
0.08	8	< 0.1%
0.09	14	< 0.1%
0.1	33	< 0.1%
0.11	20	< 0.1%
0.1163	1	< 0.1%
0.1165	1	< 0.1%
0.12	26	< 0.1%

Value	Count	Frequency (%)
2.82	1	< 0.1%
2.59	1	< 0.1%
2.53	1	< 0.1%
2.44	1	< 0.1%
2.42	1	< 0.1%
2.18	1	< 0.1%
2.14	1	< 0.1%
2	1	< 0.1%
1.96	1	< 0.1%
1.95	3	< 0.1%

horizontalError
Real number (ℝ)

High correlation

Distinct	1745
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.4204432

Minimum	0
Maximum	51.7
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	631.6 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	6.4
median	8.12
Q3	10.23
95-th percentile	13.71
Maximum	51.7
Range	51.7
Interquartile range (IQR)	3.83

Descriptive statistics

Standard deviation	2.9701534
Coefficient of variation (CV)	0.35273124
Kurtosis	1.5202344
Mean	8.4204432
Median Absolute Deviation (MAD)	1.92
Skewness	0.53910714
Sum	680616
Variance	8.8218111
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.4	892	1.1%
7.5	885	1.1%
7.2	872	1.1%
6.9	872	1.1%
7.9	870	1.1%
7.7	864	1.1%
7.8	862	1.1%
7.3	857	1.1%
7.6	856	1.1%
8	852	1.1%
Other values (1735)	72147	89.3%

Value	Count	Frequency (%)
0	5	< 0.1%
0.08	2	< 0.1%
0.09	4	< 0.1%
0.1	3	< 0.1%
0.11	8	< 0.1%
0.12	22	< 0.1%
0.13	22	< 0.1%
0.14	17	< 0.1%
0.15	6	< 0.1%
0.16	7	< 0.1%

Value	Count	Frequency (%)
51.7	1	< 0.1%
37.6	1	< 0.1%
35.3	1	< 0.1%
34.6	1	< 0.1%
32.8	1	< 0.1%
31.7	1	< 0.1%
31.5	1	< 0.1%
29.2	1	< 0.1%
29.1	1	< 0.1%
28.7	1	< 0.1%

depthError
Real number (ℝ)

High correlation

Distinct	6608
Distinct (%)	8.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.8505894

Minimum	0
Maximum	61.9
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	631.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1.7
Q1	1.881
median	2
Q3	5.7
95-th percentile	8.5
Maximum	61.9
Range	61.9
Interquartile range (IQR)	3.819

Descriptive statistics

Standard deviation	2.7291857
Coefficient of variation (CV)	0.70877088
Kurtosis	13.137914
Mean	3.8505894
Median Absolute Deviation (MAD)	0.3
Skewness	2.0444498
Sum	311239.29
Variance	7.4484544
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.9	14617	18.1%
1.8	7710	9.5%
2	2968	3.7%
1.7	2108	2.6%
4.9	555	0.7%
5.5	540	0.7%
1.6	529	0.7%
5.8	522	0.6%
5.6	517	0.6%
5.4	507	0.6%
Other values (6598)	50256	62.2%

Value	Count	Frequency (%)
0	4	< 0.1%
0.08	1	< 0.1%
0.09	4	< 0.1%
0.1	55	0.1%
0.11	8	< 0.1%
0.12	9	< 0.1%
0.13	2	< 0.1%
0.14	1	< 0.1%
0.15	2	< 0.1%
0.16	5	< 0.1%

Value	Count	Frequency (%)
61.9	1	< 0.1%
57.1	1	< 0.1%
43.5	1	< 0.1%
41.7	1	< 0.1%
38.7	1	< 0.1%
32.57	1	< 0.1%
32.229	1	< 0.1%
31.61	35	< 0.1%
31.6	1	< 0.1%
29.86	1	< 0.1%

magError
Real number (ℝ)

High correlation

Distinct	324
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.094192395

Minimum	0
Maximum	0.91
Zeros	23
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	631.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.037
Q1	0.061
median	0.086
Q3	0.117
95-th percentile	0.18
Maximum	0.91
Range	0.91
Interquartile range (IQR)	0.056

Descriptive statistics

Standard deviation	0.046732943
Coefficient of variation (CV)	0.49614348
Kurtosis	7.3023369
Mean	0.094192395
Median Absolute Deviation (MAD)	0.027
Skewness	1.7066479
Sum	7613.4771
Variance	0.0021839679
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.086	3270	4.0%
0.098	1255	1.6%
0.093	1172	1.4%
0.089	1121	1.4%
0.073	1060	1.3%
0.083	1057	1.3%
0.08	1041	1.3%
0.069	1021	1.3%
0.071	1008	1.2%
0.078	991	1.2%
Other values (314)	67833	83.9%

Value	Count	Frequency (%)
0	23	< 0.1%
0.018	2	< 0.1%
0.019	10	< 0.1%
0.02	14	< 0.1%
0.021	30	< 0.1%
0.022	43	0.1%
0.023	75	0.1%
0.024	109	0.1%
0.025	139	0.2%
0.026	138	0.2%

Value	Count	Frequency (%)
0.91	1	< 0.1%
0.6	1	< 0.1%
0.563	1	< 0.1%
0.558	1	< 0.1%
0.547	3	< 0.1%
0.546	2	< 0.1%
0.545	1	< 0.1%
0.544	3	< 0.1%
0.542	2	< 0.1%
0.541	2	< 0.1%

magNst
Real number (ℝ)

High correlation

Distinct	695
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.24897

Minimum	0
Maximum	1027
Zeros	22
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	631.6 KiB

Quantile statistics

Minimum	0
5-th percentile	9
Q1	18
median	33
Q3	66
95-th percentile	205
Maximum	1027
Range	1027
Interquartile range (IQR)	48

Descriptive statistics

Standard deviation	77.174633
Coefficient of variation (CV)	1.3025481
Kurtosis	18.551944
Mean	59.24897
Median Absolute Deviation (MAD)	18
Skewness	3.6437266
Sum	4789035
Variance	5955.924
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33	2989	3.7%
10	1899	2.3%
12	1882	2.3%
14	1864	2.3%
13	1829	2.3%
18	1803	2.2%
15	1783	2.2%
11	1752	2.2%
16	1713	2.1%
19	1658	2.1%
Other values (685)	61657	76.3%

Value	Count	Frequency (%)
0	22	< 0.1%
1	13	< 0.1%
2	58	0.1%
3	139	0.2%
4	267	0.3%
5	365	0.5%
6	597	0.7%
7	703	0.9%
8	993	1.2%
9	1191	1.5%

Value	Count	Frequency (%)
1027	1	< 0.1%
1004	1	< 0.1%
987	1	< 0.1%
977	1	< 0.1%
975	1	< 0.1%
954	1	< 0.1%
941	1	< 0.1%
896	1	< 0.1%
884	1	< 0.1%
879	1	< 0.1%

year
Real number (ℝ)

High correlation

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2020.0843

Minimum	2015
Maximum	2025
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	631.6 KiB

Quantile statistics

Minimum	2015
5-th percentile	2015
Q1	2017
median	2020
Q3	2023
95-th percentile	2025
Maximum	2025
Range	10
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.1528333
Coefficient of variation (CV)	0.0015607434
Kurtosis	-1.1926519
Mean	2020.0843
Median Absolute Deviation (MAD)	3
Skewness	-0.043290016
Sum	1.632814 × 10⁸
Variance	9.9403577
Monotonicity	Increasing

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2021	8922	11.0%
2025	8089	10.0%
2022	7748	9.6%
2023	7638	9.4%
2018	7520	9.3%
2016	7415	9.2%
2019	7170	8.9%
2015	7121	8.8%
2020	6479	8.0%
2024	6385	7.9%

Value	Count	Frequency (%)
2015	7121	8.8%
2016	7415	9.2%
2017	6342	7.8%
2018	7520	9.3%
2019	7170	8.9%
2020	6479	8.0%
2021	8922	11.0%
2022	7748	9.6%
2023	7638	9.4%
2024	6385	7.9%

Value	Count	Frequency (%)
2025	8089	10.0%
2024	6385	7.9%
2023	7638	9.4%
2022	7748	9.6%
2021	8922	11.0%
2020	6479	8.0%
2019	7170	8.9%
2018	7520	9.3%
2017	6342	7.8%
2016	7415	9.2%

month
Real number (ℝ)

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.5834045

Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	631.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	4
median	7
Q3	10
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.4627174
Coefficient of variation (CV)	0.5259767
Kurtosis	-1.2180969
Mean	6.5834045
Median Absolute Deviation (MAD)	3
Skewness	-0.047623319
Sum	532130
Variance	11.990411
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
8	7339	9.1%
9	7338	9.1%
12	7025	8.7%
7	6957	8.6%
1	6839	8.5%
11	6788	8.4%
3	6763	8.4%
10	6635	8.2%
4	6408	7.9%
5	6403	7.9%
Other values (2)	12334	15.3%

Value	Count	Frequency (%)
1	6839	8.5%
2	6355	7.9%
3	6763	8.4%
4	6408	7.9%
5	6403	7.9%
6	5979	7.4%
7	6957	8.6%
8	7339	9.1%
9	7338	9.1%
10	6635	8.2%

Value	Count	Frequency (%)
12	7025	8.7%
11	6788	8.4%
10	6635	8.2%
9	7338	9.1%
8	7339	9.1%
7	6957	8.6%
6	5979	7.4%
5	6403	7.9%
4	6408	7.9%
3	6763	8.4%

day
Real number (ℝ)

Distinct	31
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.472838

Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	631.6 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
median	15
Q3	23
95-th percentile	29
Maximum	31
Range	30
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	8.7867037
Coefficient of variation (CV)	0.56787926
Kurtosis	-1.1844718
Mean	15.472838
Median Absolute Deviation (MAD)	8
Skewness	0.044603613
Sum	1250654
Variance	77.206161
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
19	2895	3.6%
3	2856	3.5%
5	2843	3.5%
10	2804	3.5%
6	2795	3.5%
17	2773	3.4%
2	2768	3.4%
8	2746	3.4%
20	2746	3.4%
13	2737	3.4%
Other values (21)	52866	65.4%

Value	Count	Frequency (%)
1	2703	3.3%
2	2768	3.4%
3	2856	3.5%
4	2685	3.3%
5	2843	3.5%
6	2795	3.5%
7	2647	3.3%
8	2746	3.4%
9	2618	3.2%
10	2804	3.5%

Value	Count	Frequency (%)
31	1367	1.7%
30	2602	3.2%
29	2384	2.9%
28	2502	3.1%
27	2462	3.0%
26	2540	3.1%
25	2495	3.1%
24	2440	3.0%
23	2459	3.0%
22	2635	3.3%

hour
Real number (ℝ)

Zeros

Distinct	24
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.589751

Minimum	0
Maximum	23
Zeros	3399
Zeros (%)	4.2%
Negative	0
Negative (%)	0.0%
Memory size	631.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	5
median	12
Q3	18
95-th percentile	22
Maximum	23
Range	23
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	6.934852
Coefficient of variation (CV)	0.59836073
Kurtosis	-1.2107882
Mean	11.589751
Median Absolute Deviation (MAD)	6
Skewness	-0.041565076
Sum	936788
Variance	48.092173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
16	3662	4.5%
14	3620	4.5%
15	3618	4.5%
13	3559	4.4%
17	3542	4.4%
18	3510	4.3%
3	3479	4.3%
1	3434	4.2%
2	3418	4.2%
19	3416	4.2%
Other values (14)	45571	56.4%

Value	Count	Frequency (%)
0	3399	4.2%
1	3434	4.2%
2	3418	4.2%
3	3479	4.3%
4	3369	4.2%
5	3150	3.9%
6	3026	3.7%
7	3262	4.0%
8	3136	3.9%
9	3255	4.0%

Value	Count	Frequency (%)
23	3292	4.1%
22	3334	4.1%
21	3406	4.2%
20	3392	4.2%
19	3416	4.2%
18	3510	4.3%
17	3542	4.4%
16	3662	4.5%
15	3618	4.5%
14	3620	4.5%

dayofweek
Real number (ℝ)

Zeros

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.9845353

Minimum	0
Maximum	6
Zeros	11711
Zeros (%)	14.5%
Negative	0
Negative (%)	0.0%
Memory size	631.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	5
95-th percentile	6
Maximum	6
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	2.0053026
Coefficient of variation (CV)	0.67189778
Kurtosis	-1.2530215
Mean	2.9845353
Median Absolute Deviation (MAD)	2
Skewness	0.011967136
Sum	241237
Variance	4.0212385
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
1	11869	14.7%
4	11805	14.6%
0	11711	14.5%
6	11672	14.4%
3	11512	14.2%
2	11240	13.9%
5	11020	13.6%

Value	Count	Frequency (%)
0	11711	14.5%
1	11869	14.7%
2	11240	13.9%
3	11512	14.2%
4	11805	14.6%
5	11020	13.6%
6	11672	14.4%

Value	Count	Frequency (%)
6	11672	14.4%
5	11020	13.6%
4	11805	14.6%
3	11512	14.2%
2	11240	13.9%
1	11869	14.7%
0	11711	14.5%

net_ak
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

False	80468
True	361

Value	Count	Frequency (%)
False	80468	99.6%
True	361	0.4%

net_ci
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

False	80756
True	73

Value	Count	Frequency (%)
False	80756	99.9%
True	73	0.1%

net_hv
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

False	80725
True	104

Value	Count	Frequency (%)
False	80725	99.9%
True	104	0.1%

net_iscgem
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

False	80827
True	2

Value	Count	Frequency (%)
False	80827	> 99.9%
True	2	< 0.1%

net_nc
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

False	80771
True	58

Value	Count	Frequency (%)
False	80771	99.9%
True	58	0.1%

net_nn
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

False	80789
True	40

Value	Count	Frequency (%)
False	80789	> 99.9%
True	40	< 0.1%

net_ok
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

False	80827
True	2

Value	Count	Frequency (%)
False	80827	> 99.9%
True	2	< 0.1%

net_pr
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

False	80732
True	97

Value	Count	Frequency (%)
False	80732	99.9%
True	97	0.1%

net_se
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

False	80828
True	1

Value	Count	Frequency (%)
False	80828	> 99.9%
True	1	< 0.1%

net_tx
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

False	80807
True	22

Value	Count	Frequency (%)
False	80807	> 99.9%
True	22	< 0.1%

net_us
Boolean

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

True	80061
False	768

Value	Count	Frequency (%)
True	80061	99.0%
False	768	1.0%

net_uu
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

False	80826
True	3

Value	Count	Frequency (%)
False	80826	> 99.9%
True	3	< 0.1%

net_uw
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	79.1 KiB

False	80825
True	4

Value	Count	Frequency (%)
False	80825	> 99.9%
True	4	< 0.1%

Interactions

Correlations

	Unnamed: 0	day	dayofweek	depth	depthError	dmin	gap	horizontalError	hour	latitude	longitude	mag	magError	magNst	month	net_ak	net_ci	net_hv	net_iscgem	net_nc	net_nn	net_ok	net_pr	net_se	net_tx	net_us	net_uu	net_uw	nst	rms	year
Unnamed: 0	1.000	-0.019	0.004	-0.055	-0.092	0.007	0.013	0.055	-0.018	0.070	0.028	-0.002	-0.044	-0.004	-0.128	0.017	0.041	0.071	0.000	0.014	0.036	0.000	0.027	0.000	0.019	0.052	0.015	0.005	0.008	-0.229	0.996
day	-0.019	1.000	-0.012	0.001	-0.003	0.016	-0.006	0.001	-0.004	0.017	-0.001	-0.005	-0.009	0.010	-0.008	0.020	0.033	0.000	0.003	0.000	0.018	0.000	0.005	0.000	0.006	0.014	0.015	0.007	-0.001	0.005	-0.013
dayofweek	0.004	-0.012	1.000	0.001	0.021	0.003	0.024	0.009	0.018	-0.014	0.002	0.007	0.010	-0.009	0.014	0.000	0.023	0.000	0.000	0.000	0.004	0.000	0.005	0.000	0.005	0.008	0.012	0.000	-0.040	0.023	0.005
depth	-0.055	0.001	0.001	1.000	0.736	-0.151	-0.099	0.065	0.011	-0.025	0.042	-0.082	-0.157	0.165	0.010	0.018	0.012	0.016	0.000	0.009	0.005	0.000	0.006	0.000	0.000	0.028	0.000	0.000	0.089	0.057	-0.054
depthError	-0.092	-0.003	0.021	0.736	1.000	-0.142	0.179	0.116	0.014	0.003	0.068	-0.303	0.056	0.030	0.016	0.050	0.171	0.143	0.000	0.148	0.001	0.000	0.216	0.000	0.000	0.223	0.000	0.000	-0.041	0.002	-0.091
dmin	0.007	0.016	0.003	-0.151	-0.142	1.000	0.023	0.544	0.011	-0.289	-0.070	0.002	0.116	-0.046	-0.010	0.030	0.010	0.013	0.000	0.007	0.001	0.000	0.013	0.000	0.000	0.046	0.000	0.000	-0.077	-0.108	0.006
gap	0.013	-0.006	0.024	-0.099	0.179	0.023	1.000	0.269	-0.018	-0.023	-0.022	-0.442	0.401	-0.248	0.021	0.107	0.034	0.068	0.000	0.127	0.019	0.000	0.200	0.000	0.012	0.124	0.000	0.000	-0.254	-0.068	0.015
horizontalError	0.055	0.001	0.009	0.065	0.116	0.544	0.269	1.000	0.003	-0.307	-0.047	-0.147	0.232	-0.119	0.008	0.048	0.079	0.094	0.000	0.070	0.014	0.000	0.081	0.000	0.043	0.106	0.013	0.016	-0.148	-0.106	0.056
hour	-0.018	-0.004	0.018	0.011	0.014	0.011	-0.018	0.003	1.000	-0.015	-0.009	-0.006	-0.022	0.026	-0.000	0.010	0.028	0.007	0.004	0.006	0.003	0.004	0.000	0.005	0.000	0.009	0.000	0.002	0.031	0.023	-0.018
latitude	0.070	0.017	-0.014	-0.025	0.003	-0.289	-0.023	-0.307	-0.015	1.000	0.262	-0.032	-0.330	0.290	0.031	0.431	0.080	0.081	0.013	0.070	0.058	0.008	0.082	0.000	0.043	0.298	0.014	0.017	0.183	-0.017	0.074
longitude	0.028	-0.001	0.002	0.042	0.068	-0.070	-0.022	-0.047	-0.009	0.262	1.000	0.002	-0.009	0.031	0.042	0.150	0.208	0.085	0.000	0.185	0.154	0.014	0.137	0.006	0.057	0.215	0.041	0.048	0.024	-0.058	0.032
mag	-0.002	-0.005	0.007	-0.082	-0.303	0.002	-0.442	-0.147	-0.006	-0.032	0.002	1.000	-0.469	0.253	0.000	0.023	0.008	0.037	0.005	0.012	0.000	0.000	0.000	0.000	0.000	0.031	0.000	0.000	0.299	0.088	-0.002
magError	-0.044	-0.009	0.010	-0.157	0.056	0.116	0.401	0.232	-0.022	-0.330	-0.009	-0.469	1.000	-0.867	0.006	0.057	0.013	0.020	0.023	0.018	0.218	0.000	0.149	0.000	0.044	0.115	0.000	0.004	-0.436	-0.065	-0.044
magNst	-0.004	0.010	-0.009	0.165	0.030	-0.046	-0.248	-0.119	0.026	0.290	0.031	0.253	-0.867	1.000	0.000	0.024	0.000	0.010	0.000	0.000	0.000	0.000	0.010	0.000	0.000	0.036	0.000	0.000	0.294	0.046	-0.004
month	-0.128	-0.008	0.014	0.010	0.016	-0.010	0.021	0.008	-0.000	0.031	0.042	0.000	0.006	0.000	1.000	0.014	0.045	0.043	0.000	0.007	0.025	0.004	0.017	0.004	0.004	0.038	0.017	0.000	-0.007	-0.004	-0.037
net_ak	0.017	0.020	0.000	0.018	0.050	0.030	0.107	0.048	0.010	0.431	0.150	0.023	0.057	0.024	0.014	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.683	0.000	0.000	0.026	0.042	0.021
net_ci	0.041	0.033	0.023	0.012	0.171	0.010	0.034	0.079	0.028	0.080	0.208	0.008	0.013	0.000	0.045	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.305	0.000	0.000	0.032	0.255	0.045
net_hv	0.071	0.000	0.000	0.016	0.143	0.013	0.068	0.094	0.007	0.081	0.085	0.037	0.020	0.010	0.043	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.365	0.000	0.000	0.000	0.363	0.072
net_iscgem	0.000	0.003	0.000	0.000	0.000	0.000	0.000	0.000	0.004	0.013	0.000	0.005	0.023	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.038	0.000	0.000	0.000	0.000	0.000
net_nc	0.014	0.000	0.000	0.009	0.148	0.007	0.127	0.070	0.006	0.070	0.185	0.012	0.018	0.000	0.007	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.271	0.000	0.000	0.018	0.267	0.002
net_nn	0.036	0.018	0.004	0.005	0.001	0.001	0.019	0.014	0.003	0.058	0.154	0.000	0.218	0.000	0.025	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.224	0.000	0.000	0.000	0.222	0.043
net_ok	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.004	0.008	0.014	0.000	0.000	0.000	0.004	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.038	0.000	0.000	0.010	0.051	0.003
net_pr	0.027	0.005	0.005	0.006	0.216	0.013	0.200	0.081	0.000	0.082	0.137	0.000	0.149	0.010	0.017	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.352	0.000	0.000	0.010	0.140	0.047
net_se	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.005	0.000	0.006	0.000	0.000	0.000	0.004	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.017	0.000	0.000	0.000	0.000	0.006
net_tx	0.019	0.006	0.005	0.000	0.000	0.000	0.012	0.043	0.000	0.043	0.057	0.000	0.044	0.000	0.004	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.165	0.000	0.000	0.000	0.126	0.019
net_us	0.052	0.014	0.008	0.028	0.223	0.046	0.124	0.106	0.009	0.298	0.215	0.031	0.115	0.036	0.038	0.683	0.305	0.365	0.038	0.271	0.224	0.038	0.352	0.017	0.165	1.000	0.052	0.063	0.007	0.415	0.049
net_uu	0.015	0.015	0.012	0.000	0.000	0.000	0.000	0.013	0.000	0.014	0.041	0.000	0.000	0.000	0.017	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.052	1.000	0.000	0.000	0.063	0.018
net_uw	0.005	0.007	0.000	0.000	0.000	0.000	0.000	0.016	0.002	0.017	0.048	0.000	0.004	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.063	0.000	1.000	0.000	0.054	0.005
nst	0.008	-0.001	-0.040	0.089	-0.041	-0.077	-0.254	-0.148	0.031	0.183	0.024	0.299	-0.436	0.294	-0.007	0.026	0.032	0.000	0.000	0.018	0.000	0.010	0.010	0.000	0.000	0.007	0.000	0.000	1.000	-0.018	0.007
rms	-0.229	0.005	0.023	0.057	0.002	-0.108	-0.068	-0.106	0.023	-0.017	-0.058	0.088	-0.065	0.046	-0.004	0.042	0.255	0.363	0.000	0.267	0.222	0.051	0.140	0.000	0.126	0.415	0.063	0.054	-0.018	1.000	-0.231
year	0.996	-0.013	0.005	-0.054	-0.091	0.006	0.015	0.056	-0.018	0.074	0.032	-0.002	-0.044	-0.004	-0.037	0.021	0.045	0.072	0.000	0.002	0.043	0.003	0.047	0.006	0.019	0.049	0.018	0.005	0.007	-0.231	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	Unnamed: 0	latitude	longitude	depth	mag	nst	gap	dmin	rms	horizontalError	depthError	magError	magNst	year	month	day	hour	dayofweek	net_ak	net_ci	net_hv	net_iscgem	net_nc	net_nn	net_ok	net_pr	net_se	net_tx	net_us	net_uu	net_uw
0	0	0.0229	123.8194	143.05	4.6	56.0	51.0	1.488	0.83	6.4	6.7	0.083	43.0	2015	12	30	23	2	False	False	False	False	False	False	False	False	False	False	True	False	False
1	1	-30.6777	-71.7346	25.62	4.5	56.0	180.0	0.085	0.94	3.9	5.4	0.192	8.0	2015	12	30	21	2	False	False	False	False	False	False	False	False	False	False	True	False	False
2	2	-40.5641	173.4219	142.40	4.6	56.0	65.0	0.653	0.70	7.3	6.3	0.097	34.0	2015	12	30	19	2	False	False	False	False	False	False	False	False	False	False	True	False	False
3	3	-24.4715	-175.8716	24.21	4.9	56.0	77.0	5.097	0.99	13.7	4.7	0.074	57.0	2015	12	30	18	2	False	False	False	False	False	False	False	False	False	False	True	False	False
4	4	-5.9568	154.9611	184.56	4.5	56.0	94.0	3.292	0.76	11.6	8.2	0.101	29.0	2015	12	30	14	2	False	False	False	False	False	False	False	False	False	False	True	False	False
5	5	33.8836	137.3211	338.23	4.5	56.0	57.0	1.066	0.75	7.4	5.8	0.053	103.0	2015	12	30	12	2	False	False	False	False	False	False	False	False	False	False	True	False	False
6	6	-18.0505	-178.7085	607.86	4.5	56.0	192.0	3.098	0.67	14.2	12.7	0.140	15.0	2015	12	30	12	2	False	False	False	False	False	False	False	False	False	False	True	False	False
7	7	40.9013	142.7915	51.54	4.5	56.0	134.0	1.146	0.60	7.5	7.7	0.136	20.0	2015	12	30	11	2	False	False	False	False	False	False	False	False	False	False	True	False	False
8	8	-21.9779	-174.4701	46.15	5.0	56.0	50.0	7.880	0.85	8.5	5.4	0.043	177.0	2015	12	30	11	2	False	False	False	False	False	False	False	False	False	False	True	False	False
9	9	19.3214	121.1273	28.55	4.5	56.0	51.0	3.479	0.95	7.7	4.7	0.085	43.0	2015	12	30	10	2	False	False	False	False	False	False	False	False	False	False	True	False	False

	Unnamed: 0	latitude	longitude	depth	mag	nst	gap	dmin	rms	horizontalError	depthError	magError	magNst	year	month	day	hour	dayofweek	net_ak	net_ci	net_hv	net_iscgem	net_nc	net_nn	net_ok	net_pr	net_se	net_tx	net_us	net_uu	net_uw
80819	80819	7.3329	-35.4080	10.000	4.5	30.0	118.0	13.082	0.86	14.58	1.937	0.110	24.0	2025	1	1	4	2	False	False	False	False	False	False	False	False	False	False	True	False	False
80820	80820	-20.9273	169.3819	22.000	5.5	152.0	81.0	2.459	0.56	8.05	1.909	0.058	29.0	2025	1	1	4	2	False	False	False	False	False	False	False	False	False	False	True	False	False
80821	80821	-17.6410	168.1721	91.003	4.8	24.0	140.0	2.371	1.06	9.89	8.926	0.116	23.0	2025	1	1	4	2	False	False	False	False	False	False	False	False	False	False	True	False	False
80822	80822	-3.9182	151.5333	10.000	4.6	39.0	88.0	0.609	0.87	6.74	1.828	0.107	26.0	2025	1	1	4	2	False	False	False	False	False	False	False	False	False	False	True	False	False
80823	80823	25.3453	125.9508	47.164	4.5	29.0	116.0	1.832	0.86	6.74	6.633	0.127	18.0	2025	1	1	4	2	False	False	False	False	False	False	False	False	False	False	True	False	False
80824	80824	-19.9201	67.2731	10.000	4.7	40.0	73.0	3.678	0.49	6.15	1.846	0.102	29.0	2025	1	1	3	2	False	False	False	False	False	False	False	False	False	False	True	False	False
80825	80825	-23.0291	-66.6081	208.974	4.9	90.0	43.0	1.449	0.92	9.81	6.217	0.057	30.0	2025	1	1	3	2	False	False	False	False	False	False	False	False	False	False	True	False	False
80826	80826	9.1629	40.0071	10.000	4.5	54.0	64.0	1.338	0.75	7.69	1.917	0.085	41.0	2025	1	1	3	2	False	False	False	False	False	False	False	False	False	False	True	False	False
80827	80827	-3.8521	151.6207	10.000	4.5	36.0	98.0	0.591	0.98	7.80	1.901	0.116	22.0	2025	1	1	2	2	False	False	False	False	False	False	False	False	False	False	True	False	False
80828	80828	-3.8682	151.6536	10.000	4.7	39.0	99.0	0.557	0.86	6.86	1.901	0.108	26.0	2025	1	1	1	2	False	False	False	False	False	False	False	False	False	False	True	False	False

Overview

Variables

Interactions

Correlations

Missing values

Sample